Dataset statistics
| Train | Test | |
|---|---|---|
| Number of variables | 22 | 20 |
| Number of observations | 8101 | 2026 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 1.4 MiB | 316.7 KiB |
| Average record size in memory | 176.0 B | 160.1 B |
Variable types
| Train | Test | |
|---|---|---|
| Numeric | 16 | 15 |
| Categorical | 6 | 5 |
| Train | Test | |
|---|---|---|
Customer_Age is highly overall correlated with Months_on_book | Customer_Age is highly overall correlated with Months_on_book | High Correlation |
Months_on_book is highly overall correlated with Customer_Age | Months_on_book is highly overall correlated with Customer_Age | High Correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy | Credit_Limit is highly overall correlated with Avg_Open_To_Buy | High Correlation |
Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio | Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio | High Correlation |
Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | High Correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High Correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt | Total_Trans_Ct is highly overall correlated with Total_Trans_Amt | High Correlation |
Avg_Utilization_Ratio is highly overall correlated with Total_Revolving_Bal and 1 other fields | Avg_Utilization_Ratio is highly overall correlated with Total_Revolving_Bal and 1 other fields | High Correlation |
Gender is highly overall correlated with Income_Category | Gender is highly overall correlated with Income_Category | High Correlation |
Income_Category is highly overall correlated with Gender | Income_Category is highly overall correlated with Gender | High Correlation |
Card_Category is highly imbalanced (79.4%) | Card_Category is highly imbalanced (78.2%) | Imbalance |
train_idx is uniformly distributed | Alert not present in | Uniform |
train_idx has unique values | Alert not present in | Unique |
CLIENTNUM has unique values | CLIENTNUM has unique values | Unique |
Dependent_count has 725 (8.9%) zeros | Dependent_count has 179 (8.8%) zeros | Zeros |
Contacts_Count_12_mon has 312 (3.9%) zeros | Contacts_Count_12_mon has 87 (4.3%) zeros | Zeros |
Total_Revolving_Bal has 1986 (24.5%) zeros | Total_Revolving_Bal has 484 (23.9%) zeros | Zeros |
Avg_Utilization_Ratio has 1986 (24.5%) zeros | Avg_Utilization_Ratio has 484 (23.9%) zeros | Zeros |
Reproduction
| Train | Test | |
|---|---|---|
| Analysis started | 2023-04-12 09:58:25.315830 | 2023-04-12 09:59:06.356486 |
| Analysis finished | 2023-04-12 09:59:06.345521 | 2023-04-12 09:59:43.584603 |
| Duration | 41.03 seconds | 37.23 seconds |
| Software version | ydata-profiling vv4.1.2 | ydata-profiling vv4.1.2 |
| Download configuration | config.json | config.json |
train_idx
Real number (ℝ)
| Distinct | 8101 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4050 |
| Minimum | 0 |
|---|---|
| Maximum | 8100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 405 |
| Q1 | 2025 |
| median | 4050 |
| Q3 | 6075 |
| 95-th percentile | 7695 |
| Maximum | 8100 |
| Range | 8100 |
| Interquartile range (IQR) | 4050 |
Descriptive statistics
| Standard deviation | 2338.7016 |
|---|---|
| Coefficient of variation (CV) | 0.57745718 |
| Kurtosis | -1.2 |
| Mean | 4050 |
| Median Absolute Deviation (MAD) | 2025 |
| Skewness | 0 |
| Sum | 32809050 |
| Variance | 5469525.2 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 5396 | 1 | < 0.1% |
| 5409 | 1 | < 0.1% |
| 5408 | 1 | < 0.1% |
| 5407 | 1 | < 0.1% |
| 5406 | 1 | < 0.1% |
| 5405 | 1 | < 0.1% |
| 5404 | 1 | < 0.1% |
| 5403 | 1 | < 0.1% |
| 5402 | 1 | < 0.1% |
| Other values (8091) | 8091 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 8100 | 1 | |
| 8099 | 1 | |
| 8098 | 1 | |
| 8097 | 1 | |
| 8096 | 1 | |
| 8095 | 1 | |
| 8094 | 1 | |
| 8093 | 1 | |
| 8092 | 1 | |
| 8091 | 1 |
CLIENTNUM
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 8101 | 2026 |
| Distinct (%) | 100.0% | 100.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7.3913295 × 108 | 7.3935618 × 108 |
| Train | Test | |
|---|---|---|
| Minimum | 7.0808208 × 108 | 7.0809513 × 108 |
| Maximum | 8.2834308 × 108 | 8.2829186 × 108 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 7.0808208 × 108 | 7.0809513 × 108 |
| 5-th percentile | 7.0910126 × 108 | 7.0919846 × 108 |
| Q1 | 7.1305338 × 108 | 7.1298125 × 108 |
| median | 7.1788601 × 108 | 7.180845 × 108 |
| Q3 | 7.7284638 × 108 | 7.750037 × 108 |
| 95-th percentile | 8.1397128 × 108 | 8.1460635 × 108 |
| Maximum | 8.2834308 × 108 | 8.2829186 × 108 |
| Range | 1.20261 × 108 | 1.2019672 × 108 |
| Interquartile range (IQR) | 59793000 | 62022450 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 36919116 | 36850975 |
| Coefficient of variation (CV) | 0.049949222 | 0.049841979 |
| Kurtosis | -0.60777433 | -0.64543035 |
| Mean | 7.3913295 × 108 | 7.3935618 × 108 |
| Median Absolute Deviation (MAD) | 6292200 | 6597337.5 |
| Skewness | 1.0005322 | 0.97658867 |
| Sum | 5.987716 × 1012 | 1.4979356 × 1012 |
| Variance | 1.3630211 × 1015 | 1.3579944 × 1015 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 713071383 | 1 | < 0.1% |
| 759947433 | 1 | < 0.1% |
| 709841433 | 1 | < 0.1% |
| 789483333 | 1 | < 0.1% |
| 785328408 | 1 | < 0.1% |
| 805534608 | 1 | < 0.1% |
| 709005633 | 1 | < 0.1% |
| 718246458 | 1 | < 0.1% |
| 789917208 | 1 | < 0.1% |
| 778377183 | 1 | < 0.1% |
| Other values (8091) | 8091 |
| Value | Count | Frequency (%) |
| 719455083 | 1 | < 0.1% |
| 720539583 | 1 | < 0.1% |
| 721445658 | 1 | < 0.1% |
| 713956308 | 1 | < 0.1% |
| 716385033 | 1 | < 0.1% |
| 779642733 | 1 | < 0.1% |
| 712815858 | 1 | < 0.1% |
| 716543433 | 1 | < 0.1% |
| 714121983 | 1 | < 0.1% |
| 708254733 | 1 | < 0.1% |
| Other values (2016) | 2016 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 | |
| 708104658 | 1 |
| Value | Count | Frequency (%) |
| 708095133 | 1 | |
| 708112008 | 1 | |
| 708152358 | 1 | |
| 708160008 | 1 | |
| 708170508 | 1 | |
| 708173433 | 1 | |
| 708185208 | 1 | |
| 708211383 | 1 | |
| 708219858 | 1 | |
| 708222558 | 1 |
| Value | Count | Frequency (%) |
| 708095133 | 1 | |
| 708112008 | 1 | |
| 708152358 | 1 | |
| 708160008 | 1 | |
| 708170508 | 1 | |
| 708173433 | 1 | |
| 708185208 | 1 | |
| 708211383 | 1 | |
| 708219858 | 1 | |
| 708222558 | 1 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 | |
| 708104658 | 1 |
Customer_Age
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 44 | 43 |
| Distinct (%) | 0.5% | 2.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 46.306382 | 46.404245 |
| Train | Test | |
|---|---|---|
| Minimum | 26 | 26 |
| Maximum | 70 | 73 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 26 | 26 |
| 5-th percentile | 33 | 33 |
| Q1 | 41 | 41 |
| median | 46 | 46 |
| Q3 | 52 | 52 |
| 95-th percentile | 60 | 60 |
| Maximum | 70 | 73 |
| Range | 44 | 47 |
| Interquartile range (IQR) | 11 | 11 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 8.0225266 | 7.9954284 |
| Coefficient of variation (CV) | 0.17324883 | 0.17229951 |
| Kurtosis | -0.31128146 | -0.19649916 |
| Mean | 46.306382 | 46.404245 |
| Median Absolute Deviation (MAD) | 6 | 5 |
| Skewness | -0.043812536 | 0.0078513946 |
| Sum | 375128 | 94015 |
| Variance | 64.360933 | 63.926876 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 46 | 397 | 4.9% |
| 49 | 395 | 4.9% |
| 45 | 390 | 4.8% |
| 44 | 386 | 4.8% |
| 47 | 378 | 4.7% |
| 48 | 372 | 4.6% |
| 43 | 371 | 4.6% |
| 50 | 367 | 4.5% |
| 42 | 326 | 4.0% |
| 51 | 325 | 4.0% |
| Other values (34) | 4394 |
| Value | Count | Frequency (%) |
| 44 | 114 | 5.6% |
| 43 | 102 | 5.0% |
| 47 | 101 | 5.0% |
| 48 | 100 | 4.9% |
| 49 | 100 | 4.9% |
| 42 | 100 | 4.9% |
| 45 | 96 | 4.7% |
| 46 | 93 | 4.6% |
| 53 | 86 | 4.2% |
| 50 | 85 | 4.2% |
| Other values (33) | 1049 |
| Value | Count | Frequency (%) |
| 26 | 63 | |
| 27 | 22 | 0.3% |
| 28 | 24 | 0.3% |
| 29 | 50 | 0.6% |
| 30 | 53 | 0.7% |
| 31 | 78 | |
| 32 | 90 | |
| 33 | 98 | |
| 34 | 126 | |
| 35 | 143 |
| Value | Count | Frequency (%) |
| 26 | 15 | 0.7% |
| 27 | 10 | 0.5% |
| 28 | 5 | 0.2% |
| 29 | 6 | 0.3% |
| 30 | 17 | |
| 31 | 13 | 0.6% |
| 32 | 16 | 0.8% |
| 33 | 29 | |
| 34 | 20 | |
| 35 | 41 |
| Value | Count | Frequency (%) |
| 26 | 15 | 0.2% |
| 27 | 10 | 0.1% |
| 28 | 5 | 0.1% |
| 29 | 6 | 0.1% |
| 30 | 17 | |
| 31 | 13 | 0.2% |
| 32 | 16 | 0.2% |
| 33 | 29 | |
| 34 | 20 | |
| 35 | 41 |
| Value | Count | Frequency (%) |
| 26 | 63 | |
| 27 | 22 | 1.1% |
| 28 | 24 | 1.2% |
| 29 | 50 | 2.5% |
| 30 | 53 | 2.6% |
| 31 | 78 | |
| 32 | 90 | |
| 33 | 98 | |
| 34 | 126 | |
| 35 | 143 |
Gender
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
| F | |
|---|---|
| M |
| F | |
|---|---|
| M |
Length
| Train | Test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Train | Test | |
|---|---|---|
| Total characters | 8101 | 2026 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | F | F |
| 2nd row | F | M |
| 3rd row | F | F |
| 4th row | F | M |
| 5th row | F | M |
Common Values
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
| Value | Count | Frequency (%) |
| F | 1079 | |
| M | 947 |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| f | 4279 | |
| m | 3822 |
| Value | Count | Frequency (%) |
| f | 1079 | |
| m | 947 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
| Value | Count | Frequency (%) |
| F | 1079 | |
| M | 947 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8101 |
| Value | Count | Frequency (%) |
| Uppercase Letter | 2026 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
| Value | Count | Frequency (%) |
| F | 1079 | |
| M | 947 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8101 |
| Value | Count | Frequency (%) |
| Latin | 2026 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
| Value | Count | Frequency (%) |
| F | 1079 | |
| M | 947 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8101 |
| Value | Count | Frequency (%) |
| ASCII | 2026 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
| Value | Count | Frequency (%) |
| F | 1079 | |
| M | 947 |
Dependent_count
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.3347735 | 2.3919052 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 5 | 5 |
| Zeros | 725 | 179 |
| Zeros (%) | 8.9% | 8.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 1 | 1 |
| median | 2 | 2 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4 |
| Maximum | 5 | 5 |
| Range | 5 | 5 |
| Interquartile range (IQR) | 2 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.2895637 | 1.334967 |
| Coefficient of variation (CV) | 0.55232927 | 0.55811869 |
| Kurtosis | -0.65676736 | -0.78223964 |
| Mean | 2.3347735 | 2.3919052 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | -0.020167501 | -0.030107582 |
| Sum | 18914 | 4846 |
| Variance | 1.6629746 | 1.7821369 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2222 | |
| 2 | 2150 | |
| 1 | 1465 | |
| 4 | 1212 | |
| 0 | 725 | 8.9% |
| 5 | 327 | 4.0% |
| Value | Count | Frequency (%) |
| 3 | 510 | |
| 2 | 505 | |
| 1 | 373 | |
| 4 | 362 | |
| 0 | 179 | 8.8% |
| 5 | 97 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 725 | 8.9% |
| 1 | 1465 | |
| 2 | 2150 | |
| 3 | 2222 | |
| 4 | 1212 | |
| 5 | 327 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 179 | 8.8% |
| 1 | 373 | |
| 2 | 505 | |
| 3 | 510 | |
| 4 | 362 | |
| 5 | 97 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 179 | 2.2% |
| 1 | 373 | |
| 2 | 505 | |
| 3 | 510 | |
| 4 | 362 | |
| 5 | 97 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 725 | 35.8% |
| 1 | 1465 | |
| 2 | 2150 | |
| 3 | 2222 | |
| 4 | 1212 | |
| 5 | 327 | 16.1% |
Education_Level
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
| Graduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| College | |
| Other values (2) |
| Graduate | |
|---|---|
| High School | |
| Uneducated | |
| Unknown | |
| College | |
| Other values (2) |
Length
| Train | Test | |
|---|---|---|
| Max length | 13 | 13 |
| Median length | 11 | 11 |
| Mean length | 8.9342057 | 8.9595262 |
| Min length | 7 | 7 |
Characters and Unicode
| Train | Test | |
|---|---|---|
| Total characters | 72376 | 18152 |
| Distinct characters | 25 | 25 |
| Distinct categories | 4 | 4 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | Unknown | Uneducated |
| 2nd row | High School | Uneducated |
| 3rd row | Unknown | Graduate |
| 4th row | Graduate | Doctorate |
| 5th row | High School | Unknown |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 2528 | |
| High School | 1619 | |
| Unknown | 1205 | |
| Uneducated | 1171 | |
| College | 816 | 10.1% |
| Post-Graduate | 407 | 5.0% |
| Doctorate | 355 | 4.4% |
| Value | Count | Frequency (%) |
| Graduate | 600 | |
| High School | 394 | |
| Uneducated | 316 | |
| Unknown | 314 | |
| College | 197 | 9.7% |
| Post-Graduate | 109 | 5.4% |
| Doctorate | 96 | 4.7% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| graduate | 2528 | |
| high | 1619 | |
| school | 1619 | |
| unknown | 1205 | |
| uneducated | 1171 | |
| college | 816 | 8.4% |
| post-graduate | 407 | 4.2% |
| doctorate | 355 | 3.7% |
| Value | Count | Frequency (%) |
| graduate | 600 | |
| high | 394 | |
| school | 394 | |
| uneducated | 316 | |
| unknown | 314 | |
| college | 197 | 8.1% |
| post-graduate | 109 | 4.5% |
| doctorate | 96 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 7396 | 10.2% |
| e | 7264 | 10.0% |
| o | 6376 | 8.8% |
| d | 5277 | 7.3% |
| t | 5223 | 7.2% |
| n | 4786 | 6.6% |
| u | 4106 | 5.7% |
| r | 3290 | 4.5% |
| l | 3251 | 4.5% |
| h | 3238 | 4.5% |
| Other values (15) | 22169 |
| Value | Count | Frequency (%) |
| e | 1831 | 10.1% |
| a | 1830 | 10.1% |
| o | 1600 | 8.8% |
| d | 1341 | 7.4% |
| t | 1326 | 7.3% |
| n | 1258 | 6.9% |
| u | 1025 | 5.6% |
| c | 806 | 4.4% |
| r | 805 | 4.4% |
| h | 788 | 4.3% |
| Other values (15) | 5542 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 60223 | |
| Uppercase Letter | 10127 | 14.0% |
| Space Separator | 1619 | 2.2% |
| Dash Punctuation | 407 | 0.6% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 15120 | |
| Uppercase Letter | 2529 | 13.9% |
| Space Separator | 394 | 2.2% |
| Dash Punctuation | 109 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 7396 | |
| e | 7264 | |
| o | 6376 | |
| d | 5277 | |
| t | 5223 | |
| n | 4786 | |
| u | 4106 | |
| r | 3290 | 5.5% |
| l | 3251 | 5.4% |
| h | 3238 | 5.4% |
| Other values (6) | 10016 |
| Value | Count | Frequency (%) |
| e | 1831 | |
| a | 1830 | |
| o | 1600 | |
| d | 1341 | |
| t | 1326 | |
| n | 1258 | |
| u | 1025 | |
| c | 806 | 5.3% |
| r | 805 | 5.3% |
| h | 788 | 5.2% |
| Other values (6) | 2510 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 2935 | |
| U | 2376 | |
| S | 1619 | |
| H | 1619 | |
| C | 816 | 8.1% |
| P | 407 | 4.0% |
| D | 355 | 3.5% |
| Value | Count | Frequency (%) |
| G | 709 | |
| U | 630 | |
| S | 394 | |
| H | 394 | |
| C | 197 | 7.8% |
| P | 109 | 4.3% |
| D | 96 | 3.8% |
Space Separator
| Value | Count | Frequency (%) |
| 1619 |
| Value | Count | Frequency (%) |
| 394 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 407 |
| Value | Count | Frequency (%) |
| - | 109 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 70350 | |
| Common | 2026 | 2.8% |
| Value | Count | Frequency (%) |
| Latin | 17649 | |
| Common | 503 | 2.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 7396 | 10.5% |
| e | 7264 | 10.3% |
| o | 6376 | 9.1% |
| d | 5277 | 7.5% |
| t | 5223 | 7.4% |
| n | 4786 | 6.8% |
| u | 4106 | 5.8% |
| r | 3290 | 4.7% |
| l | 3251 | 4.6% |
| h | 3238 | 4.6% |
| Other values (13) | 20143 |
| Value | Count | Frequency (%) |
| e | 1831 | 10.4% |
| a | 1830 | 10.4% |
| o | 1600 | 9.1% |
| d | 1341 | 7.6% |
| t | 1326 | 7.5% |
| n | 1258 | 7.1% |
| u | 1025 | 5.8% |
| c | 806 | 4.6% |
| r | 805 | 4.6% |
| h | 788 | 4.5% |
| Other values (13) | 5039 |
Common
| Value | Count | Frequency (%) |
| 1619 | ||
| - | 407 | 20.1% |
| Value | Count | Frequency (%) |
| 394 | ||
| - | 109 | 21.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 72376 |
| Value | Count | Frequency (%) |
| ASCII | 18152 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 7396 | 10.2% |
| e | 7264 | 10.0% |
| o | 6376 | 8.8% |
| d | 5277 | 7.3% |
| t | 5223 | 7.2% |
| n | 4786 | 6.6% |
| u | 4106 | 5.7% |
| r | 3290 | 4.5% |
| l | 3251 | 4.5% |
| h | 3238 | 4.5% |
| Other values (15) | 22169 |
| Value | Count | Frequency (%) |
| e | 1831 | 10.1% |
| a | 1830 | 10.1% |
| o | 1600 | 8.8% |
| d | 1341 | 7.4% |
| t | 1326 | 7.3% |
| n | 1258 | 6.9% |
| u | 1025 | 5.6% |
| c | 806 | 4.4% |
| r | 805 | 4.4% |
| h | 788 | 4.3% |
| Other values (15) | 5542 |
Marital_Status
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | < 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
| Married | |
|---|---|
| Single | |
| Divorced | |
| Unknown |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
Length
| Train | Test | |
|---|---|---|
| Max length | 8 | 8 |
| Median length | 7 | 7 |
| Mean length | 6.6873226 | 6.6732478 |
| Min length | 6 | 6 |
Characters and Unicode
| Train | Test | |
|---|---|---|
| Total characters | 54174 | 13520 |
| Distinct characters | 17 | 17 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | Single | Single |
| 2nd row | Married | Single |
| 3rd row | Single | Divorced |
| 4th row | Single | Divorced |
| 5th row | Married | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 3767 | |
| Single | 3144 | |
| Divorced | 611 | 7.5% |
| Unknown | 579 | 7.1% |
| Value | Count | Frequency (%) |
| Married | 920 | |
| Single | 799 | |
| Unknown | 170 | 8.4% |
| Divorced | 137 | 6.8% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| married | 3767 | |
| single | 3144 | |
| divorced | 611 | 7.5% |
| unknown | 579 | 7.1% |
| Value | Count | Frequency (%) |
| married | 920 | |
| single | 799 | |
| unknown | 170 | 8.4% |
| divorced | 137 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| n | 4881 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| l | 3144 | 5.8% |
| g | 3144 | 5.8% |
| S | 3144 | 5.8% |
| Other values (7) | 4760 |
| Value | Count | Frequency (%) |
| r | 1977 | |
| i | 1856 | |
| e | 1856 | |
| n | 1309 | |
| d | 1057 | |
| M | 920 | |
| a | 920 | |
| l | 799 | |
| g | 799 | |
| S | 799 | |
| Other values (7) | 1228 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 46073 | |
| Uppercase Letter | 8101 | 15.0% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 11494 | |
| Uppercase Letter | 2026 | 15.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| n | 4881 | |
| d | 4378 | |
| a | 3767 | |
| l | 3144 | 6.8% |
| g | 3144 | 6.8% |
| o | 1190 | 2.6% |
| v | 611 | 1.3% |
| Other values (3) | 1769 | 3.8% |
| Value | Count | Frequency (%) |
| r | 1977 | |
| i | 1856 | |
| e | 1856 | |
| n | 1309 | |
| d | 1057 | |
| a | 920 | |
| l | 799 | |
| g | 799 | |
| o | 307 | 2.7% |
| k | 170 | 1.5% |
| Other values (3) | 444 | 3.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3767 | |
| S | 3144 | |
| D | 611 | 7.5% |
| U | 579 | 7.1% |
| Value | Count | Frequency (%) |
| M | 920 | |
| S | 799 | |
| U | 170 | 8.4% |
| D | 137 | 6.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 54174 |
| Value | Count | Frequency (%) |
| Latin | 13520 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| n | 4881 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| l | 3144 | 5.8% |
| g | 3144 | 5.8% |
| S | 3144 | 5.8% |
| Other values (7) | 4760 |
| Value | Count | Frequency (%) |
| r | 1977 | |
| i | 1856 | |
| e | 1856 | |
| n | 1309 | |
| d | 1057 | |
| M | 920 | |
| a | 920 | |
| l | 799 | |
| g | 799 | |
| S | 799 | |
| Other values (7) | 1228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54174 |
| Value | Count | Frequency (%) |
| ASCII | 13520 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| n | 4881 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| l | 3144 | 5.8% |
| g | 3144 | 5.8% |
| S | 3144 | 5.8% |
| Other values (7) | 4760 |
| Value | Count | Frequency (%) |
| r | 1977 | |
| i | 1856 | |
| e | 1856 | |
| n | 1309 | |
| d | 1057 | |
| M | 920 | |
| a | 920 | |
| l | 799 | |
| g | 799 | |
| S | 799 | |
| Other values (7) | 1228 |
Income_Category
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
Length
| Train | Test | |
|---|---|---|
| Max length | 14 | 14 |
| Median length | 12 | 12 |
| Mean length | 11.464757 | 11.541461 |
| Min length | 7 | 7 |
Characters and Unicode
| Train | Test | |
|---|---|---|
| Total characters | 92876 | 23383 |
| Distinct characters | 22 | 22 |
| Distinct categories | 7 | 7 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | Unknown | Less than $40K |
| 2nd row | Unknown | Less than $40K |
| 3rd row | Less than $40K | Less than $40K |
| 4th row | Less than $40K | $40K - $60K |
| 5th row | $40K - $60K | $80K - $120K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 2812 | |
| $40K - $60K | 1453 | |
| $80K - $120K | 1237 | |
| $60K - $80K | 1122 | 13.9% |
| Unknown | 889 | 11.0% |
| $120K + | 588 | 7.3% |
| Value | Count | Frequency (%) |
| Less than $40K | 749 | |
| $40K - $60K | 337 | |
| $80K - $120K | 298 | 14.7% |
| $60K - $80K | 280 | 13.8% |
| Unknown | 223 | 11.0% |
| $120K + | 139 | 6.9% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| 4400 | ||
| 40k | 4265 | |
| less | 2812 | |
| than | 2812 | |
| 60k | 2575 | |
| 80k | 2359 | |
| 120k | 1825 | |
| unknown | 889 | 4.1% |
| Value | Count | Frequency (%) |
| 40k | 1086 | |
| 1054 | ||
| less | 749 | |
| than | 749 | |
| 60k | 617 | |
| 80k | 578 | |
| 120k | 437 | |
| unknown | 223 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 13836 | ||
| K | 11024 | |
| 0 | 11024 | |
| $ | 11024 | |
| s | 5624 | 6.1% |
| n | 5479 | 5.9% |
| 4 | 4265 | 4.6% |
| - | 3812 | 4.1% |
| e | 2812 | 3.0% |
| L | 2812 | 3.0% |
| Other values (12) | 21164 |
| Value | Count | Frequency (%) |
| 3467 | ||
| K | 2718 | |
| 0 | 2718 | |
| $ | 2718 | |
| s | 1498 | 6.4% |
| n | 1418 | 6.1% |
| 4 | 1086 | 4.6% |
| - | 915 | 3.9% |
| e | 749 | 3.2% |
| L | 749 | 3.2% |
| Other values (12) | 5347 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25018 | |
| Decimal Number | 23873 | |
| Uppercase Letter | 14725 | |
| Space Separator | 13836 | |
| Currency Symbol | 11024 | |
| Dash Punctuation | 3812 | 4.1% |
| Math Symbol | 588 | 0.6% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 6581 | |
| Decimal Number | 5873 | |
| Uppercase Letter | 3690 | |
| Space Separator | 3467 | |
| Currency Symbol | 2718 | |
| Dash Punctuation | 915 | 3.9% |
| Math Symbol | 139 | 0.6% |
Most frequent character per category
Space Separator
| Value | Count | Frequency (%) |
| 13836 |
| Value | Count | Frequency (%) |
| 3467 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 11024 | |
| L | 2812 | 19.1% |
| U | 889 | 6.0% |
| Value | Count | Frequency (%) |
| K | 2718 | |
| L | 749 | 20.3% |
| U | 223 | 6.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11024 | |
| 4 | 4265 | 17.9% |
| 6 | 2575 | 10.8% |
| 8 | 2359 | 9.9% |
| 1 | 1825 | 7.6% |
| 2 | 1825 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 2718 | |
| 4 | 1086 | 18.5% |
| 6 | 617 | 10.5% |
| 8 | 578 | 9.8% |
| 1 | 437 | 7.4% |
| 2 | 437 | 7.4% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 11024 |
| Value | Count | Frequency (%) |
| $ | 2718 |
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 5624 | |
| n | 5479 | |
| e | 2812 | |
| a | 2812 | |
| h | 2812 | |
| t | 2812 | |
| k | 889 | 3.6% |
| o | 889 | 3.6% |
| w | 889 | 3.6% |
| Value | Count | Frequency (%) |
| s | 1498 | |
| n | 1418 | |
| e | 749 | |
| a | 749 | |
| h | 749 | |
| t | 749 | |
| k | 223 | 3.4% |
| o | 223 | 3.4% |
| w | 223 | 3.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3812 |
| Value | Count | Frequency (%) |
| - | 915 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 588 |
| Value | Count | Frequency (%) |
| + | 139 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 53133 | |
| Latin | 39743 |
| Value | Count | Frequency (%) |
| Common | 13112 | |
| Latin | 10271 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 13836 | ||
| 0 | 11024 | |
| $ | 11024 | |
| 4 | 4265 | 8.0% |
| - | 3812 | 7.2% |
| 6 | 2575 | 4.8% |
| 8 | 2359 | 4.4% |
| 1 | 1825 | 3.4% |
| 2 | 1825 | 3.4% |
| + | 588 | 1.1% |
| Value | Count | Frequency (%) |
| 3467 | ||
| 0 | 2718 | |
| $ | 2718 | |
| 4 | 1086 | 8.3% |
| - | 915 | 7.0% |
| 6 | 617 | 4.7% |
| 8 | 578 | 4.4% |
| 1 | 437 | 3.3% |
| 2 | 437 | 3.3% |
| + | 139 | 1.1% |
Latin
| Value | Count | Frequency (%) |
| K | 11024 | |
| s | 5624 | |
| n | 5479 | |
| e | 2812 | 7.1% |
| L | 2812 | 7.1% |
| a | 2812 | 7.1% |
| h | 2812 | 7.1% |
| t | 2812 | 7.1% |
| U | 889 | 2.2% |
| k | 889 | 2.2% |
| Other values (2) | 1778 | 4.5% |
| Value | Count | Frequency (%) |
| K | 2718 | |
| s | 1498 | |
| n | 1418 | |
| e | 749 | 7.3% |
| L | 749 | 7.3% |
| a | 749 | 7.3% |
| h | 749 | 7.3% |
| t | 749 | 7.3% |
| U | 223 | 2.2% |
| k | 223 | 2.2% |
| Other values (2) | 446 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 92876 |
| Value | Count | Frequency (%) |
| ASCII | 23383 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 13836 | ||
| K | 11024 | |
| 0 | 11024 | |
| $ | 11024 | |
| s | 5624 | 6.1% |
| n | 5479 | 5.9% |
| 4 | 4265 | 4.6% |
| - | 3812 | 4.1% |
| e | 2812 | 3.0% |
| L | 2812 | 3.0% |
| Other values (12) | 21164 |
| Value | Count | Frequency (%) |
| 3467 | ||
| K | 2718 | |
| 0 | 2718 | |
| $ | 2718 | |
| s | 1498 | 6.4% |
| n | 1418 | 6.1% |
| 4 | 1086 | 4.6% |
| - | 915 | 3.9% |
| e | 749 | 3.2% |
| L | 749 | 3.2% |
| Other values (12) | 5347 |
Card_Category
Categorical
| Train | Test | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | < 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
| Blue | |
|---|---|
| Silver | 436 |
| Gold | 93 |
| Platinum | 15 |
| Blue | |
|---|---|
| Silver | 119 |
| Gold | 23 |
| Platinum | 5 |
Length
| Train | Test | |
|---|---|---|
| Max length | 8 | 8 |
| Median length | 4 | 4 |
| Mean length | 4.1150475 | 4.1273445 |
| Min length | 4 | 4 |
Characters and Unicode
| Train | Test | |
|---|---|---|
| Total characters | 33336 | 8362 |
| Distinct characters | 16 | 16 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Train | Test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Train | Test | |
|---|---|---|
| 1st row | Blue | Blue |
| 2nd row | Blue | Blue |
| 3rd row | Gold | Blue |
| 4th row | Blue | Blue |
| 5th row | Blue | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 7557 | |
| Silver | 436 | 5.4% |
| Gold | 93 | 1.1% |
| Platinum | 15 | 0.2% |
| Value | Count | Frequency (%) |
| Blue | 1879 | |
| Silver | 119 | 5.9% |
| Gold | 23 | 1.1% |
| Platinum | 5 | 0.2% |
Length
Common Values (Plot)
Train
Test
| Value | Count | Frequency (%) |
| blue | 7557 | |
| silver | 436 | 5.4% |
| gold | 93 | 1.1% |
| platinum | 15 | 0.2% |
| Value | Count | Frequency (%) |
| blue | 1879 | |
| silver | 119 | 5.9% |
| gold | 23 | 1.1% |
| platinum | 5 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
| Value | Count | Frequency (%) |
| l | 2026 | |
| e | 1998 | |
| u | 1884 | |
| B | 1879 | |
| i | 124 | 1.5% |
| S | 119 | 1.4% |
| v | 119 | 1.4% |
| r | 119 | 1.4% |
| G | 23 | 0.3% |
| o | 23 | 0.3% |
| Other values (6) | 48 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25235 | |
| Uppercase Letter | 8101 | 24.3% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 6336 | |
| Uppercase Letter | 2026 | 24.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| i | 451 | 1.8% |
| v | 436 | 1.7% |
| r | 436 | 1.7% |
| o | 93 | 0.4% |
| d | 93 | 0.4% |
| a | 15 | 0.1% |
| t | 15 | 0.1% |
| Other values (2) | 30 | 0.1% |
| Value | Count | Frequency (%) |
| l | 2026 | |
| e | 1998 | |
| u | 1884 | |
| i | 124 | 2.0% |
| v | 119 | 1.9% |
| r | 119 | 1.9% |
| o | 23 | 0.4% |
| d | 23 | 0.4% |
| a | 5 | 0.1% |
| t | 5 | 0.1% |
| Other values (2) | 10 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 7557 | |
| S | 436 | 5.4% |
| G | 93 | 1.1% |
| P | 15 | 0.2% |
| Value | Count | Frequency (%) |
| B | 1879 | |
| S | 119 | 5.9% |
| G | 23 | 1.1% |
| P | 5 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33336 |
| Value | Count | Frequency (%) |
| Latin | 8362 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
| Value | Count | Frequency (%) |
| l | 2026 | |
| e | 1998 | |
| u | 1884 | |
| B | 1879 | |
| i | 124 | 1.5% |
| S | 119 | 1.4% |
| v | 119 | 1.4% |
| r | 119 | 1.4% |
| G | 23 | 0.3% |
| o | 23 | 0.3% |
| Other values (6) | 48 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33336 |
| Value | Count | Frequency (%) |
| ASCII | 8362 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
| Value | Count | Frequency (%) |
| l | 2026 | |
| e | 1998 | |
| u | 1884 | |
| B | 1879 | |
| i | 124 | 1.5% |
| S | 119 | 1.4% |
| v | 119 | 1.4% |
| r | 119 | 1.4% |
| G | 23 | 0.3% |
| o | 23 | 0.3% |
| Other values (6) | 48 | 0.6% |
Months_on_book
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 44 | 44 |
| Distinct (%) | 0.5% | 2.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 35.92359 | 35.94768 |
| Train | Test | |
|---|---|---|
| Minimum | 13 | 13 |
| Maximum | 56 | 56 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 13 | 13 |
| 5-th percentile | 22 | 22 |
| Q1 | 31 | 32 |
| median | 36 | 36 |
| Q3 | 40 | 40 |
| 95-th percentile | 50 | 49 |
| Maximum | 56 | 56 |
| Range | 43 | 43 |
| Interquartile range (IQR) | 9 | 8 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 8.0243588 | 7.8347896 |
| Coefficient of variation (CV) | 0.22337297 | 0.2179498 |
| Kurtosis | 0.35746635 | 0.58533273 |
| Mean | 35.92359 | 35.94768 |
| Median Absolute Deviation (MAD) | 4 | 4 |
| Skewness | -0.10943003 | -0.093885469 |
| Sum | 291017 | 72830 |
| Variance | 64.390334 | 61.383928 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 1950 | |
| 39 | 276 | 3.4% |
| 37 | 276 | 3.4% |
| 38 | 274 | 3.4% |
| 40 | 269 | 3.3% |
| 34 | 267 | 3.3% |
| 35 | 256 | 3.2% |
| 31 | 255 | 3.1% |
| 33 | 250 | 3.1% |
| 41 | 243 | 3.0% |
| Other values (34) | 3785 |
| Value | Count | Frequency (%) |
| 36 | 513 | |
| 34 | 86 | 4.2% |
| 37 | 82 | 4.0% |
| 38 | 73 | 3.6% |
| 30 | 70 | 3.5% |
| 39 | 65 | 3.2% |
| 40 | 64 | 3.2% |
| 31 | 63 | 3.1% |
| 43 | 61 | 3.0% |
| 42 | 61 | 3.0% |
| Other values (34) | 888 |
| Value | Count | Frequency (%) |
| 13 | 57 | |
| 14 | 13 | 0.2% |
| 15 | 28 | 0.3% |
| 16 | 20 | 0.2% |
| 17 | 31 | 0.4% |
| 18 | 46 | |
| 19 | 54 | |
| 20 | 63 | |
| 21 | 71 | |
| 22 | 83 |
| Value | Count | Frequency (%) |
| 13 | 13 | |
| 14 | 3 | 0.1% |
| 15 | 6 | 0.3% |
| 16 | 9 | |
| 17 | 8 | 0.4% |
| 18 | 12 | |
| 19 | 9 | |
| 20 | 11 | |
| 21 | 12 | |
| 22 | 22 |
| Value | Count | Frequency (%) |
| 13 | 13 | |
| 14 | 3 | < 0.1% |
| 15 | 6 | 0.1% |
| 16 | 9 | |
| 17 | 8 | 0.1% |
| 18 | 12 | |
| 19 | 9 | |
| 20 | 11 | |
| 21 | 12 | |
| 22 | 22 |
| Value | Count | Frequency (%) |
| 13 | 57 | |
| 14 | 13 | 0.6% |
| 15 | 28 | 1.4% |
| 16 | 20 | 1.0% |
| 17 | 31 | 1.5% |
| 18 | 46 | |
| 19 | 54 | |
| 20 | 63 | |
| 21 | 71 | |
| 22 | 83 |
Total_Relationship_Count
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 3.8132329 | 3.8099704 |
| Train | Test | |
|---|---|---|
| Minimum | 1 | 1 |
| Maximum | 6 | 6 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 1 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 3 | 3 |
| median | 4 | 4 |
| Q3 | 5 | 5 |
| 95-th percentile | 6 | 6 |
| Maximum | 6 | 6 |
| Range | 5 | 5 |
| Interquartile range (IQR) | 2 | 2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.5518377 | 1.5650249 |
| Coefficient of variation (CV) | 0.40696115 | 0.41077089 |
| Kurtosis | -0.99950613 | -1.0317687 |
| Mean | 3.8132329 | 3.8099704 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | -0.16312656 | -0.15984669 |
| Sum | 30891 | 7719 |
| Variance | 2.4082002 | 2.449303 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1852 | |
| 4 | 1539 | |
| 5 | 1511 | |
| 6 | 1488 | |
| 2 | 985 | |
| 1 | 726 | 9.0% |
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 5 | 380 | |
| 6 | 378 | |
| 4 | 373 | |
| 2 | 258 | |
| 1 | 184 |
| Value | Count | Frequency (%) |
| 1 | 726 | 9.0% |
| 2 | 985 | |
| 3 | 1852 | |
| 4 | 1539 | |
| 5 | 1511 | |
| 6 | 1488 |
| Value | Count | Frequency (%) |
| 1 | 184 | |
| 2 | 258 | |
| 3 | 453 | |
| 4 | 373 | |
| 5 | 380 | |
| 6 | 378 |
| Value | Count | Frequency (%) |
| 1 | 184 | |
| 2 | 258 | |
| 3 | 453 | |
| 4 | 373 | |
| 5 | 380 | |
| 6 | 378 |
| Value | Count | Frequency (%) |
| 1 | 726 | 35.8% |
| 2 | 985 | |
| 3 | 1852 | |
| 4 | 1539 | |
| 5 | 1511 | |
| 6 | 1488 |
Months_Inactive_12_mon
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.3468708 | 2.3183613 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 6 | 6 |
| Zeros | 22 | 7 |
| Zeros (%) | 0.3% | 0.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 1 | 1 |
| Q1 | 2 | 2 |
| median | 2 | 2 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4 |
| Maximum | 6 | 6 |
| Range | 6 | 6 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.0141769 | 0.99620439 |
| Coefficient of variation (CV) | 0.43214006 | 0.42970196 |
| Kurtosis | 1.1291968 | 0.96048225 |
| Mean | 2.3468708 | 2.3183613 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 0.64425849 | 0.58410244 |
| Sum | 19012 | 4697 |
| Variance | 1.0285547 | 0.99242319 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3094 | |
| 2 | 2611 | |
| 1 | 1780 | |
| 4 | 346 | 4.3% |
| 5 | 144 | 1.8% |
| 6 | 104 | 1.3% |
| 0 | 22 | 0.3% |
| Value | Count | Frequency (%) |
| 3 | 752 | |
| 2 | 671 | |
| 1 | 453 | |
| 4 | 89 | 4.4% |
| 5 | 34 | 1.7% |
| 6 | 20 | 1.0% |
| 0 | 7 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.3% |
| 1 | 1780 | |
| 2 | 2611 | |
| 3 | 3094 | |
| 4 | 346 | 4.3% |
| 5 | 144 | 1.8% |
| 6 | 104 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.3% |
| 1 | 453 | |
| 2 | 671 | |
| 3 | 752 | |
| 4 | 89 | 4.4% |
| 5 | 34 | 1.7% |
| 6 | 20 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.1% |
| 1 | 453 | |
| 2 | 671 | |
| 3 | 752 | |
| 4 | 89 | 1.1% |
| 5 | 34 | 0.4% |
| 6 | 20 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 22 | 1.1% |
| 1 | 1780 | |
| 2 | 2611 | |
| 3 | 3094 | |
| 4 | 346 | 17.1% |
| 5 | 144 | 7.1% |
| 6 | 104 | 5.1% |
Contacts_Count_12_mon
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.4503148 | 2.4753208 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 6 | 6 |
| Zeros | 312 | 87 |
| Zeros (%) | 3.9% | 4.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 1 | 1 |
| Q1 | 2 | 2 |
| median | 2 | 3 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4 |
| Maximum | 6 | 6 |
| Range | 6 | 6 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 1.1006873 | 1.1281507 |
| Coefficient of variation (CV) | 0.44920241 | 0.45575938 |
| Kurtosis | 0.029614465 | -0.10290362 |
| Mean | 2.4503148 | 2.4753208 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 0.020659003 | -0.027423103 |
| Sum | 19850 | 5015 |
| Variance | 1.2115126 | 1.272724 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2716 | |
| 2 | 2596 | |
| 1 | 1207 | |
| 4 | 1092 | |
| 0 | 312 | 3.9% |
| 5 | 133 | 1.6% |
| 6 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 3 | 664 | |
| 2 | 631 | |
| 4 | 300 | |
| 1 | 292 | |
| 0 | 87 | 4.3% |
| 5 | 43 | 2.1% |
| 6 | 9 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 312 | 3.9% |
| 1 | 1207 | |
| 2 | 2596 | |
| 3 | 2716 | |
| 4 | 1092 | |
| 5 | 133 | 1.6% |
| 6 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 87 | 4.3% |
| 1 | 292 | |
| 2 | 631 | |
| 3 | 664 | |
| 4 | 300 | |
| 5 | 43 | 2.1% |
| 6 | 9 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 87 | 1.1% |
| 1 | 292 | |
| 2 | 631 | |
| 3 | 664 | |
| 4 | 300 | |
| 5 | 43 | 0.5% |
| 6 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 312 | 15.4% |
| 1 | 1207 | |
| 2 | 2596 | |
| 3 | 2716 | |
| 4 | 1092 | |
| 5 | 133 | 6.6% |
| 6 | 45 | 2.2% |
Credit_Limit
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 5325 | 1632 |
| Distinct (%) | 65.7% | 80.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 8636.5481 | 8613.583 |
| Train | Test | |
|---|---|---|
| Minimum | 1438.3 | 1438.3 |
| Maximum | 34516 | 34516 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 1438.3 | 1438.3 |
| 5-th percentile | 1438.3 | 1479 |
| Q1 | 2555 | 2571.25 |
| median | 4549 | 4563.5 |
| Q3 | 11128 | 10707.5 |
| 95-th percentile | 34058 | 34516 |
| Maximum | 34516 | 34516 |
| Range | 33077.7 | 33077.7 |
| Interquartile range (IQR) | 8573 | 8136.25 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 9086.4196 | 9100.4173 |
| Coefficient of variation (CV) | 1.0520893 | 1.0565194 |
| Kurtosis | 1.777607 | 1.9418722 |
| Mean | 8636.5481 | 8613.583 |
| Median Absolute Deviation (MAD) | 2597 | 2589 |
| Skewness | 1.6576093 | 1.7043103 |
| Sum | 69964676 | 17451119 |
| Variance | 82563020 | 82817594 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 413 | 5.1% |
| 34516 | 399 | 4.9% |
| 9959 | 15 | 0.2% |
| 15987 | 14 | 0.2% |
| 23981 | 9 | 0.1% |
| 6224 | 8 | 0.1% |
| 2490 | 8 | 0.1% |
| 3735 | 7 | 0.1% |
| 7469 | 6 | 0.1% |
| 1963 | 6 | 0.1% |
| Other values (5315) | 7216 |
| Value | Count | Frequency (%) |
| 34516 | 109 | 5.4% |
| 1438.3 | 94 | 4.6% |
| 15987 | 4 | 0.2% |
| 1734 | 4 | 0.2% |
| 2214 | 4 | 0.2% |
| 7469 | 4 | 0.2% |
| 2609 | 4 | 0.2% |
| 3735 | 4 | 0.2% |
| 2687 | 3 | 0.1% |
| 1621 | 3 | 0.1% |
| Other values (1622) | 1793 |
| Value | Count | Frequency (%) |
| 1438.3 | 413 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 1 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | < 0.1% |
| 1446 | 1 | < 0.1% |
| 1449 | 1 | < 0.1% |
| 1452 | 2 | < 0.1% |
| 1454 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1438.3 | 94 | |
| 1441 | 1 | < 0.1% |
| 1449 | 1 | < 0.1% |
| 1451 | 2 | 0.1% |
| 1460 | 1 | < 0.1% |
| 1472 | 1 | < 0.1% |
| 1476 | 1 | < 0.1% |
| 1479 | 2 | 0.1% |
| 1486 | 1 | < 0.1% |
| 1488 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1438.3 | 94 | |
| 1441 | 1 | < 0.1% |
| 1449 | 1 | < 0.1% |
| 1451 | 2 | < 0.1% |
| 1460 | 1 | < 0.1% |
| 1472 | 1 | < 0.1% |
| 1476 | 1 | < 0.1% |
| 1479 | 2 | < 0.1% |
| 1486 | 1 | < 0.1% |
| 1488 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1438.3 | 413 | |
| 1439 | 2 | 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 1 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | 0.1% |
| 1446 | 1 | < 0.1% |
| 1449 | 1 | < 0.1% |
| 1452 | 2 | 0.1% |
| 1454 | 1 | < 0.1% |
Total_Revolving_Bal
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 1883 | 1013 |
| Distinct (%) | 23.2% | 50.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1160.3828 | 1172.5355 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 2517 | 2517 |
| Zeros | 1986 | 484 |
| Zeros (%) | 24.5% | 23.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 326 | 504.75 |
| median | 1273 | 1290 |
| Q3 | 1782 | 1793 |
| 95-th percentile | 2517 | 2489.75 |
| Maximum | 2517 | 2517 |
| Range | 2517 | 2517 |
| Interquartile range (IQR) | 1456 | 1288.25 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 815.50429 | 813.04525 |
| Coefficient of variation (CV) | 0.70278903 | 0.69340777 |
| Kurtosis | -1.1491884 | -1.1323805 |
| Mean | 1160.3828 | 1172.5355 |
| Median Absolute Deviation (MAD) | 590 | 594.5 |
| Skewness | -0.1444843 | -0.16633995 |
| Sum | 9400261 | 2375557 |
| Variance | 665047.25 | 661042.57 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1986 | 24.5% |
| 2517 | 415 | 5.1% |
| 1965 | 11 | 0.1% |
| 1720 | 11 | 0.1% |
| 1434 | 10 | 0.1% |
| 1176 | 9 | 0.1% |
| 1566 | 9 | 0.1% |
| 1010 | 9 | 0.1% |
| 1384 | 9 | 0.1% |
| 1647 | 9 | 0.1% |
| Other values (1873) | 5623 |
| Value | Count | Frequency (%) |
| 0 | 484 | 23.9% |
| 2517 | 93 | 4.6% |
| 1513 | 6 | 0.3% |
| 1664 | 5 | 0.2% |
| 2216 | 5 | 0.2% |
| 1173 | 5 | 0.2% |
| 845 | 4 | 0.2% |
| 2312 | 4 | 0.2% |
| 1396 | 4 | 0.2% |
| 1580 | 4 | 0.2% |
| Other values (1003) | 1412 |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 170 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| 193 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 484 | |
| 132 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 191 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 214 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 234 | 1 | < 0.1% |
| 238 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 484 | |
| 132 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 191 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 214 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 234 | 1 | < 0.1% |
| 238 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 170 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| 193 | 2 | 0.1% |
Avg_Open_To_Buy
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 5757 | 1763 |
| Distinct (%) | 71.1% | 87.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7476.1653 | 7441.0475 |
| Train | Test | |
|---|---|---|
| Minimum | 3 | 14 |
| Maximum | 34516 | 34516 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 3 | 14 |
| 5-th percentile | 489 | 448.8 |
| Q1 | 1341 | 1255 |
| median | 3495 | 3375.5 |
| Q3 | 9942 | 9720 |
| 95-th percentile | 32099 | 32443.5 |
| Maximum | 34516 | 34516 |
| Range | 34513 | 34502 |
| Interquartile range (IQR) | 8601 | 8465 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 9080.2799 | 9134.3685 |
| Coefficient of variation (CV) | 1.2145638 | 1.2275649 |
| Kurtosis | 1.7726129 | 1.9081585 |
| Mean | 7476.1653 | 7441.0475 |
| Median Absolute Deviation (MAD) | 2674 | 2598.35 |
| Skewness | 1.6540051 | 1.6932383 |
| Sum | 60564415 | 15075562 |
| Variance | 82451483 | 83436688 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 261 | 3.2% |
| 34516 | 81 | 1.0% |
| 31999 | 21 | 0.3% |
| 447 | 6 | 0.1% |
| 787 | 6 | 0.1% |
| 1129 | 6 | 0.1% |
| 953 | 6 | 0.1% |
| 990 | 6 | 0.1% |
| 837 | 6 | 0.1% |
| 933 | 6 | 0.1% |
| Other values (5747) | 7696 |
| Value | Count | Frequency (%) |
| 1438.3 | 63 | 3.1% |
| 34516 | 17 | 0.8% |
| 31999 | 5 | 0.2% |
| 913 | 4 | 0.2% |
| 445 | 3 | 0.1% |
| 817 | 3 | 0.1% |
| 1045 | 3 | 0.1% |
| 2652 | 3 | 0.1% |
| 705 | 3 | 0.1% |
| 684 | 3 | 0.1% |
| Other values (1753) | 1919 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 | |
| 42 | 1 |
| Value | Count | Frequency (%) |
| 14 | 1 | |
| 29 | 1 | |
| 48 | 1 | |
| 65 | 1 | |
| 91 | 1 | |
| 106 | 1 | |
| 108 | 1 | |
| 111 | 1 | |
| 117 | 1 | |
| 130 | 1 |
| Value | Count | Frequency (%) |
| 14 | 1 | |
| 29 | 1 | |
| 48 | 1 | |
| 65 | 1 | |
| 91 | 1 | |
| 106 | 1 | |
| 108 | 1 | |
| 111 | 1 | |
| 117 | 1 | |
| 130 | 1 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 | |
| 42 | 1 |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 1089 | 723 |
| Distinct (%) | 13.4% | 35.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.76080879 | 0.7564694 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 2.675 | 3.397 |
| Zeros | 4 | 1 |
| Zeros (%) | < 0.1% | < 0.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0.466 | 0.45125 |
| Q1 | 0.632 | 0.625 |
| median | 0.738 | 0.7325 |
| Q3 | 0.859 | 0.85975 |
| 95-th percentile | 1.106 | 1.09125 |
| Maximum | 2.675 | 3.397 |
| Range | 2.675 | 3.397 |
| Interquartile range (IQR) | 0.227 | 0.23475 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.21666781 | 0.2291003 |
| Coefficient of variation (CV) | 0.28478615 | 0.30285468 |
| Kurtosis | 6.6213016 | 20.802547 |
| Mean | 0.76080879 | 0.7564694 |
| Median Absolute Deviation (MAD) | 0.113 | 0.1165 |
| Skewness | 1.4913244 | 2.5480062 |
| Sum | 6163.312 | 1532.607 |
| Variance | 0.046944938 | 0.052486945 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.767 | 28 | 0.3% |
| 0.718 | 27 | 0.3% |
| 0.76 | 27 | 0.3% |
| 0.743 | 27 | 0.3% |
| 0.725 | 26 | 0.3% |
| 0.742 | 26 | 0.3% |
| 0.69 | 26 | 0.3% |
| 0.722 | 26 | 0.3% |
| 0.791 | 26 | 0.3% |
| 0.717 | 26 | 0.3% |
| Other values (1079) | 7836 |
| Value | Count | Frequency (%) |
| 0.73 | 12 | 0.6% |
| 0.735 | 11 | 0.5% |
| 0.65 | 10 | 0.5% |
| 0.691 | 10 | 0.5% |
| 0.791 | 10 | 0.5% |
| 0.693 | 9 | 0.4% |
| 0.81 | 9 | 0.4% |
| 0.68 | 9 | 0.4% |
| 0.712 | 9 | 0.4% |
| 0.644 | 8 | 0.4% |
| Other values (713) | 1929 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.01 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | |
| 0.101 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.153 | 1 | < 0.1% |
| 0.163 | 1 | < 0.1% |
| 0.166 | 1 | < 0.1% |
| 0.175 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.018 | 1 | |
| 0.072 | 1 | |
| 0.196 | 1 | |
| 0.202 | 2 | |
| 0.242 | 1 | |
| 0.262 | 1 | |
| 0.279 | 1 | |
| 0.298 | 1 | |
| 0.299 | 1 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.018 | 1 | |
| 0.072 | 1 | |
| 0.196 | 1 | |
| 0.202 | 2 | |
| 0.242 | 1 | |
| 0.262 | 1 | |
| 0.279 | 1 | |
| 0.298 | 1 | |
| 0.299 | 1 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.01 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | |
| 0.101 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.153 | 1 | < 0.1% |
| 0.163 | 1 | < 0.1% |
| 0.166 | 1 | < 0.1% |
| 0.175 | 1 | < 0.1% |
Total_Trans_Amt
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 4462 | 1702 |
| Distinct (%) | 55.1% | 84.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4402.9881 | 4408.4773 |
| Train | Test | |
|---|---|---|
| Minimum | 510 | 530 |
| Maximum | 18484 | 16920 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 510 | 530 |
| 5-th percentile | 1284 | 1282.75 |
| Q1 | 2160 | 2147.25 |
| median | 3897 | 3908 |
| Q3 | 4739 | 4750.75 |
| 95-th percentile | 14215 | 14203.5 |
| Maximum | 18484 | 16920 |
| Range | 17974 | 16390 |
| Interquartile range (IQR) | 2579 | 2603.5 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 3401.7095 | 3379.5857 |
| Coefficient of variation (CV) | 0.77259112 | 0.76661066 |
| Kurtosis | 3.904927 | 3.8612261 |
| Mean | 4402.9881 | 4408.4773 |
| Median Absolute Deviation (MAD) | 1298 | 1361 |
| Skewness | 2.0479515 | 2.0141073 |
| Sum | 35668607 | 8931575 |
| Variance | 11571628 | 11421599 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 4220 | 9 | 0.1% |
| 4518 | 9 | 0.1% |
| 4498 | 9 | 0.1% |
| 4317 | 8 | 0.1% |
| 4509 | 8 | 0.1% |
| 4869 | 8 | 0.1% |
| 4833 | 8 | 0.1% |
| 4037 | 7 | 0.1% |
| 1409 | 7 | 0.1% |
| 4503 | 7 | 0.1% |
| Other values (4452) | 8021 |
| Value | Count | Frequency (%) |
| 4697 | 4 | 0.2% |
| 4253 | 4 | 0.2% |
| 4444 | 4 | 0.2% |
| 2229 | 4 | 0.2% |
| 4531 | 4 | 0.2% |
| 4598 | 4 | 0.2% |
| 3016 | 4 | 0.2% |
| 2461 | 3 | 0.1% |
| 4143 | 3 | 0.1% |
| 4552 | 3 | 0.1% |
| Other values (1692) | 1989 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 644 | 1 | |
| 647 | 2 |
| Value | Count | Frequency (%) |
| 530 | 1 | |
| 643 | 1 | |
| 646 | 1 | |
| 704 | 1 | |
| 741 | 1 | |
| 777 | 1 | |
| 787 | 1 | |
| 791 | 1 | |
| 820 | 1 | |
| 821 | 1 |
| Value | Count | Frequency (%) |
| 530 | 1 | |
| 643 | 1 | |
| 646 | 1 | |
| 704 | 1 | |
| 741 | 1 | |
| 777 | 1 | |
| 787 | 1 | |
| 791 | 1 | |
| 820 | 1 | |
| 821 | 1 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 644 | 1 | |
| 647 | 2 |
Total_Trans_Ct
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 126 | 119 |
| Distinct (%) | 1.6% | 5.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 64.907789 | 64.662389 |
| Train | Test | |
|---|---|---|
| Minimum | 10 | 10 |
| Maximum | 139 | 131 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 10 | 10 |
| 5-th percentile | 28 | 28 |
| Q1 | 45 | 45 |
| median | 67 | 67 |
| Q3 | 81 | 80 |
| 95-th percentile | 105 | 104.75 |
| Maximum | 139 | 131 |
| Range | 129 | 121 |
| Interquartile range (IQR) | 36 | 35 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 23.556379 | 23.13914 |
| Coefficient of variation (CV) | 0.36292068 | 0.35784542 |
| Kurtosis | -0.37133836 | -0.35031887 |
| Mean | 64.907789 | 64.662389 |
| Median Absolute Deviation (MAD) | 17 | 16 |
| Skewness | 0.15361702 | 0.15304807 |
| Sum | 525818 | 131006 |
| Variance | 554.90298 | 535.41979 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 77 | 168 | 2.1% |
| 82 | 168 | 2.1% |
| 81 | 164 | 2.0% |
| 74 | 160 | 2.0% |
| 75 | 160 | 2.0% |
| 76 | 159 | 2.0% |
| 69 | 159 | 2.0% |
| 70 | 158 | 2.0% |
| 73 | 157 | 1.9% |
| 71 | 157 | 1.9% |
| Other values (116) | 6491 |
| Value | Count | Frequency (%) |
| 71 | 46 | 2.3% |
| 68 | 44 | 2.2% |
| 81 | 44 | 2.2% |
| 69 | 43 | 2.1% |
| 75 | 43 | 2.1% |
| 78 | 43 | 2.1% |
| 72 | 41 | 2.0% |
| 76 | 39 | 1.9% |
| 79 | 38 | 1.9% |
| 80 | 38 | 1.9% |
| Other values (109) | 1607 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 4 | < 0.1% |
| 13 | 3 | < 0.1% |
| 14 | 8 | 0.1% |
| 15 | 15 | |
| 16 | 9 | |
| 17 | 12 | |
| 18 | 21 | |
| 19 | 10 |
| Value | Count | Frequency (%) |
| 10 | 3 | |
| 13 | 2 | 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 4 | |
| 17 | 1 | < 0.1% |
| 18 | 2 | 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 2 | 0.1% |
| 21 | 7 |
| Value | Count | Frequency (%) |
| 10 | 3 | |
| 13 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 4 | |
| 17 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 21 | 7 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 11 | 2 | 0.1% |
| 12 | 4 | 0.2% |
| 13 | 3 | 0.1% |
| 14 | 8 | 0.4% |
| 15 | 15 | |
| 16 | 9 | |
| 17 | 12 | |
| 18 | 21 | |
| 19 | 10 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 795 | 558 |
| Distinct (%) | 9.8% | 27.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.71217615 | 0.71240721 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 3.714 | 3.25 |
| Zeros | 6 | 1 |
| Zeros (%) | 0.1% | < 0.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0.367 | 0.375 |
| Q1 | 0.583 | 0.579 |
| median | 0.702 | 0.702 |
| Q3 | 0.818 | 0.818 |
| 95-th percentile | 1.069 | 1.068 |
| Maximum | 3.714 | 3.25 |
| Range | 3.714 | 3.25 |
| Interquartile range (IQR) | 0.235 | 0.239 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.23932079 | 0.23314183 |
| Coefficient of variation (CV) | 0.33604157 | 0.32725922 |
| Kurtosis | 16.555569 | 11.833915 |
| Mean | 0.71217615 | 0.71240721 |
| Median Absolute Deviation (MAD) | 0.117 | 0.12 |
| Skewness | 2.1268648 | 1.791876 |
| Sum | 5769.339 | 1443.337 |
| Variance | 0.057274443 | 0.054355113 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.667 | 141 | 1.7% |
| 1 | 128 | 1.6% |
| 0.75 | 128 | 1.6% |
| 0.5 | 119 | 1.5% |
| 0.6 | 95 | 1.2% |
| 0.8 | 86 | 1.1% |
| 0.714 | 77 | 1.0% |
| 0.833 | 75 | 0.9% |
| 0.778 | 57 | 0.7% |
| 0.625 | 50 | 0.6% |
| Other values (785) | 7145 |
| Value | Count | Frequency (%) |
| 0.5 | 42 | 2.1% |
| 1 | 38 | 1.9% |
| 0.667 | 30 | 1.5% |
| 0.75 | 28 | 1.4% |
| 0.6 | 18 | 0.9% |
| 0.733 | 16 | 0.8% |
| 0.8 | 15 | 0.7% |
| 0.714 | 15 | 0.7% |
| 0.66 | 13 | 0.6% |
| 0.756 | 13 | 0.6% |
| Other values (548) | 1798 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.074 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.091 | 3 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.077 | 2 | |
| 0.143 | 1 | |
| 0.15 | 1 | |
| 0.161 | 1 | |
| 0.162 | 1 | |
| 0.167 | 1 | |
| 0.171 | 1 | |
| 0.182 | 1 | |
| 0.188 | 1 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.077 | 2 | |
| 0.143 | 1 | |
| 0.15 | 1 | |
| 0.161 | 1 | |
| 0.162 | 1 | |
| 0.167 | 1 | |
| 0.171 | 1 | |
| 0.182 | 1 | |
| 0.188 | 1 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.074 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.091 | 3 |
Avg_Utilization_Ratio
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 943 | 701 |
| Distinct (%) | 11.6% | 34.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.27318664 | 0.28171866 |
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 0.999 | 0.992 |
| Zeros | 1986 | 484 |
| Zeros (%) | 24.5% | 23.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 63.4 KiB | 16.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0.022 | 0.026 |
| median | 0.174 | 0.184 |
| Q3 | 0.497 | 0.521 |
| 95-th percentile | 0.789 | 0.8075 |
| Maximum | 0.999 | 0.992 |
| Range | 0.999 | 0.992 |
| Interquartile range (IQR) | 0.475 | 0.495 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 0.27459484 | 0.27999805 |
| Coefficient of variation (CV) | 1.0051547 | 0.99389246 |
| Kurtosis | -0.77916141 | -0.85640731 |
| Mean | 0.27318664 | 0.28171866 |
| Median Absolute Deviation (MAD) | 0.174 | 0.184 |
| Skewness | 0.72609436 | 0.68569338 |
| Sum | 2213.085 | 570.762 |
| Variance | 0.075402324 | 0.078398907 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1986 | 24.5% |
| 0.073 | 35 | 0.4% |
| 0.057 | 26 | 0.3% |
| 0.07 | 25 | 0.3% |
| 0.048 | 25 | 0.3% |
| 0.053 | 24 | 0.3% |
| 0.06 | 24 | 0.3% |
| 0.069 | 24 | 0.3% |
| 0.061 | 23 | 0.3% |
| 0.071 | 22 | 0.3% |
| Other values (933) | 5887 |
| Value | Count | Frequency (%) |
| 0 | 484 | 23.9% |
| 0.045 | 9 | 0.4% |
| 0.073 | 9 | 0.4% |
| 0.056 | 9 | 0.4% |
| 0.041 | 8 | 0.4% |
| 0.059 | 8 | 0.4% |
| 0.057 | 7 | 0.3% |
| 0.05 | 7 | 0.3% |
| 0.048 | 7 | 0.3% |
| 0.093 | 7 | 0.3% |
| Other values (691) | 1471 |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 0.004 | 1 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 3 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 484 | |
| 0.005 | 1 | < 0.1% |
| 0.006 | 1 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.014 | 1 | < 0.1% |
| 0.016 | 5 | 0.2% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 4 | 0.2% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 484 | |
| 0.005 | 1 | < 0.1% |
| 0.006 | 1 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.014 | 1 | < 0.1% |
| 0.016 | 5 | 0.1% |
| 0.017 | 1 | < 0.1% |
| 0.019 | 4 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.021 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 0.004 | 1 | < 0.1% |
| 0.006 | 2 | 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 3 | 0.1% |
| 0.013 | 2 | 0.1% |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Length
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
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| train_idx | CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Gender | Education_Level | Marital_Status | Income_Category | Card_Category | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| train_idx | 1.000 | 0.002 | 0.002 | -0.004 | 0.015 | -0.009 | 0.003 | 0.001 | -0.006 | -0.005 | -0.003 | 0.005 | 0.014 | 0.018 | 0.009 | 0.002 | 0.007 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 |
| CLIENTNUM | 0.002 | 1.000 | 0.017 | -0.020 | 0.111 | 0.017 | -0.009 | 0.010 | 0.015 | -0.001 | 0.014 | 0.028 | -0.002 | 0.005 | 0.009 | 0.003 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.045 |
| Customer_Age | 0.002 | 0.017 | 1.000 | -0.139 | 0.773 | -0.012 | 0.039 | -0.000 | -0.003 | 0.011 | -0.006 | -0.077 | -0.036 | -0.057 | -0.032 | 0.010 | 0.000 | 0.024 | 0.091 | 0.072 | 0.024 | 0.037 |
| Dependent_count | -0.004 | -0.020 | -0.139 | 1.000 | -0.115 | -0.031 | 0.001 | -0.048 | 0.056 | 0.003 | 0.056 | -0.028 | 0.051 | 0.043 | 0.001 | -0.032 | 0.009 | 0.014 | 0.040 | 0.044 | 0.013 | 0.014 |
| Months_on_book | 0.015 | 0.111 | 0.773 | -0.115 | 1.000 | -0.011 | 0.058 | 0.003 | 0.003 | 0.010 | 0.004 | -0.063 | -0.030 | -0.045 | -0.032 | -0.002 | 0.000 | 0.000 | 0.050 | 0.048 | 0.003 | 0.015 |
| Total_Relationship_Count | -0.009 | 0.017 | -0.012 | -0.031 | -0.011 | 1.000 | -0.015 | 0.060 | -0.059 | 0.011 | -0.071 | 0.028 | -0.271 | -0.220 | 0.019 | 0.065 | 0.020 | 0.000 | 0.023 | 0.013 | 0.068 | 0.164 |
| Months_Inactive_12_mon | 0.003 | -0.009 | 0.039 | 0.001 | 0.058 | -0.015 | 1.000 | 0.031 | -0.033 | -0.041 | -0.022 | -0.026 | -0.028 | -0.046 | -0.051 | -0.021 | 0.020 | 0.000 | 0.008 | 0.018 | 0.000 | 0.203 |
| Contacts_Count_12_mon | 0.001 | 0.010 | -0.000 | -0.048 | 0.003 | 0.060 | 0.031 | 1.000 | 0.024 | -0.050 | 0.038 | -0.019 | -0.176 | -0.177 | -0.096 | -0.068 | 0.063 | 0.000 | 0.000 | 0.023 | 0.000 | 0.246 |
| Credit_Limit | -0.006 | 0.015 | -0.003 | 0.056 | 0.003 | -0.059 | -0.033 | 0.024 | 1.000 | 0.142 | 0.932 | 0.015 | 0.024 | 0.033 | -0.016 | -0.411 | 0.443 | 0.000 | 0.030 | 0.278 | 0.335 | 0.038 |
| Total_Revolving_Bal | -0.005 | -0.001 | 0.011 | 0.003 | 0.010 | 0.011 | -0.041 | -0.050 | 0.142 | 1.000 | -0.143 | 0.033 | 0.024 | 0.050 | 0.082 | 0.705 | 0.033 | 0.016 | 0.010 | 0.021 | 0.023 | 0.403 |
| Avg_Open_To_Buy | -0.003 | 0.014 | -0.006 | 0.056 | 0.004 | -0.071 | -0.022 | 0.038 | 0.932 | -0.143 | 1.000 | 0.002 | 0.015 | 0.017 | -0.045 | -0.681 | 0.445 | 0.000 | 0.030 | 0.278 | 0.336 | 0.024 |
| Total_Amt_Chng_Q4_Q1 | 0.005 | 0.028 | -0.077 | -0.028 | -0.063 | 0.028 | -0.026 | -0.019 | 0.015 | 0.033 | 0.002 | 1.000 | 0.128 | 0.077 | 0.291 | 0.033 | 0.065 | 0.017 | 0.056 | 0.030 | 0.012 | 0.229 |
| Total_Trans_Amt | 0.014 | -0.002 | -0.036 | 0.051 | -0.030 | -0.271 | -0.028 | -0.176 | 0.024 | 0.024 | 0.015 | 0.128 | 1.000 | 0.880 | 0.228 | 0.030 | 0.250 | 0.007 | 0.105 | 0.095 | 0.159 | 0.325 |
| Total_Trans_Ct | 0.018 | 0.005 | -0.057 | 0.043 | -0.045 | -0.220 | -0.046 | -0.177 | 0.033 | 0.050 | 0.017 | 0.077 | 0.880 | 1.000 | 0.235 | 0.050 | 0.166 | 0.001 | 0.100 | 0.060 | 0.110 | 0.464 |
| Total_Ct_Chng_Q4_Q1 | 0.009 | 0.009 | -0.032 | 0.001 | -0.032 | 0.019 | -0.051 | -0.096 | -0.016 | 0.082 | -0.045 | 0.291 | 0.228 | 0.235 | 1.000 | 0.098 | 0.048 | 0.005 | 0.031 | 0.024 | 0.000 | 0.317 |
| Avg_Utilization_Ratio | 0.002 | 0.003 | 0.010 | -0.032 | -0.002 | 0.065 | -0.021 | -0.068 | -0.411 | 0.705 | -0.681 | 0.033 | 0.030 | 0.050 | 0.098 | 1.000 | 0.279 | 0.000 | 0.027 | 0.165 | 0.145 | 0.242 |
| Gender | 0.007 | 0.000 | 0.000 | 0.009 | 0.000 | 0.020 | 0.020 | 0.063 | 0.443 | 0.033 | 0.445 | 0.065 | 0.250 | 0.166 | 0.048 | 0.279 | 1.000 | 0.018 | 0.017 | 0.841 | 0.081 | 0.046 |
| Education_Level | 0.007 | 0.015 | 0.024 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.017 | 0.007 | 0.001 | 0.005 | 0.000 | 0.018 | 1.000 | 0.016 | 0.016 | 0.020 | 0.038 |
| Marital_Status | 0.000 | 0.000 | 0.091 | 0.040 | 0.050 | 0.023 | 0.008 | 0.000 | 0.030 | 0.010 | 0.030 | 0.056 | 0.105 | 0.100 | 0.031 | 0.027 | 0.017 | 0.016 | 1.000 | 0.015 | 0.025 | 0.000 |
| Income_Category | 0.000 | 0.000 | 0.072 | 0.044 | 0.048 | 0.013 | 0.018 | 0.023 | 0.278 | 0.021 | 0.278 | 0.030 | 0.095 | 0.060 | 0.024 | 0.165 | 0.841 | 0.016 | 0.015 | 1.000 | 0.053 | 0.029 |
| Card_Category | 0.000 | 0.000 | 0.024 | 0.013 | 0.003 | 0.068 | 0.000 | 0.000 | 0.335 | 0.023 | 0.336 | 0.012 | 0.159 | 0.110 | 0.000 | 0.145 | 0.081 | 0.020 | 0.025 | 0.053 | 1.000 | 0.016 |
| Attrition_Flag | 0.000 | 0.045 | 0.037 | 0.014 | 0.015 | 0.164 | 0.203 | 0.246 | 0.038 | 0.403 | 0.024 | 0.229 | 0.325 | 0.464 | 0.317 | 0.242 | 0.046 | 0.038 | 0.000 | 0.029 | 0.016 | 1.000 |
Test
| CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Gender | Education_Level | Marital_Status | Income_Category | Card_Category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENTNUM | 1.000 | 0.019 | 0.058 | 0.106 | 0.001 | -0.006 | 0.017 | 0.011 | 0.018 | 0.002 | 0.007 | 0.001 | 0.011 | 0.044 | 0.021 | 0.039 | 0.008 | 0.000 | 0.000 | 0.000 |
| Customer_Age | 0.019 | 1.000 | -0.163 | 0.752 | -0.024 | 0.068 | -0.072 | 0.023 | 0.023 | 0.012 | -0.045 | -0.049 | -0.040 | -0.073 | 0.011 | 0.000 | 0.000 | 0.046 | 0.080 | 0.000 |
| Dependent_count | 0.058 | -0.163 | 1.000 | -0.116 | -0.054 | -0.048 | -0.019 | 0.028 | -0.029 | 0.048 | -0.018 | 0.085 | 0.094 | 0.043 | -0.045 | 0.000 | 0.000 | 0.018 | 0.037 | 0.006 |
| Months_on_book | 0.106 | 0.752 | -0.116 | 1.000 | -0.026 | 0.056 | -0.053 | 0.023 | -0.009 | 0.025 | -0.017 | -0.028 | -0.013 | -0.042 | -0.011 | 0.036 | 0.012 | 0.000 | 0.049 | 0.020 |
| Total_Relationship_Count | 0.001 | -0.024 | -0.054 | -0.026 | 1.000 | 0.025 | 0.066 | -0.060 | 0.014 | -0.069 | 0.016 | -0.311 | -0.256 | 0.045 | 0.068 | 0.000 | 0.000 | 0.028 | 0.011 | 0.065 |
| Months_Inactive_12_mon | -0.006 | 0.068 | -0.048 | 0.056 | 0.025 | 1.000 | 0.027 | -0.004 | -0.049 | 0.009 | 0.007 | -0.047 | -0.073 | -0.030 | -0.048 | 0.000 | 0.023 | 0.000 | 0.029 | 0.000 |
| Contacts_Count_12_mon | 0.017 | -0.072 | -0.019 | -0.053 | 0.066 | 0.027 | 1.000 | 0.019 | -0.023 | 0.015 | -0.029 | -0.134 | -0.135 | -0.083 | -0.023 | 0.066 | 0.000 | 0.000 | 0.012 | 0.000 |
| Credit_Limit | 0.011 | 0.023 | 0.028 | 0.023 | -0.060 | -0.004 | 0.019 | 1.000 | 0.089 | 0.931 | 0.048 | 0.047 | 0.038 | 0.007 | -0.439 | 0.424 | 0.000 | 0.044 | 0.282 | 0.349 |
| Total_Revolving_Bal | 0.018 | 0.023 | -0.029 | -0.009 | 0.014 | -0.049 | -0.023 | 0.089 | 1.000 | -0.199 | 0.050 | -0.009 | 0.001 | 0.064 | 0.722 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 |
| Avg_Open_To_Buy | 0.002 | 0.012 | 0.048 | 0.025 | -0.069 | 0.009 | 0.015 | 0.931 | -0.199 | 1.000 | 0.026 | 0.051 | 0.039 | -0.020 | -0.704 | 0.420 | 0.000 | 0.030 | 0.280 | 0.352 |
| Total_Amt_Chng_Q4_Q1 | 0.007 | -0.045 | -0.018 | -0.017 | 0.016 | 0.007 | -0.029 | 0.048 | 0.050 | 0.026 | 1.000 | 0.161 | 0.119 | 0.346 | 0.031 | 0.030 | 0.000 | 0.050 | 0.000 | 0.000 |
| Total_Trans_Amt | 0.001 | -0.049 | 0.085 | -0.028 | -0.311 | -0.047 | -0.134 | 0.047 | -0.009 | 0.051 | 0.161 | 1.000 | 0.880 | 0.204 | -0.021 | 0.226 | 0.012 | 0.106 | 0.078 | 0.167 |
| Total_Trans_Ct | 0.011 | -0.040 | 0.094 | -0.013 | -0.256 | -0.073 | -0.135 | 0.038 | 0.001 | 0.039 | 0.119 | 0.880 | 1.000 | 0.229 | 0.001 | 0.162 | 0.000 | 0.078 | 0.061 | 0.144 |
| Total_Ct_Chng_Q4_Q1 | 0.044 | -0.073 | 0.043 | -0.042 | 0.045 | -0.030 | -0.083 | 0.007 | 0.064 | -0.020 | 0.346 | 0.204 | 0.229 | 1.000 | 0.080 | 0.064 | 0.029 | 0.019 | 0.000 | 0.000 |
| Avg_Utilization_Ratio | 0.021 | 0.011 | -0.045 | -0.011 | 0.068 | -0.048 | -0.023 | -0.439 | 0.722 | -0.704 | 0.031 | -0.021 | 0.001 | 0.080 | 1.000 | 0.277 | 0.000 | 0.005 | 0.162 | 0.151 |
| Gender | 0.039 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.066 | 0.424 | 0.000 | 0.420 | 0.030 | 0.226 | 0.162 | 0.064 | 0.277 | 1.000 | 0.000 | 0.000 | 0.834 | 0.098 |
| Education_Level | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.029 | 0.000 | 0.000 | 1.000 | 0.003 | 0.000 | 0.000 |
| Marital_Status | 0.000 | 0.046 | 0.018 | 0.000 | 0.028 | 0.000 | 0.000 | 0.044 | 0.000 | 0.030 | 0.050 | 0.106 | 0.078 | 0.019 | 0.005 | 0.000 | 0.003 | 1.000 | 0.000 | 0.024 |
| Income_Category | 0.000 | 0.080 | 0.037 | 0.049 | 0.011 | 0.029 | 0.012 | 0.282 | 0.032 | 0.280 | 0.000 | 0.078 | 0.061 | 0.000 | 0.162 | 0.834 | 0.000 | 0.000 | 1.000 | 0.075 |
| Card_Category | 0.000 | 0.000 | 0.006 | 0.020 | 0.065 | 0.000 | 0.000 | 0.349 | 0.000 | 0.352 | 0.000 | 0.167 | 0.144 | 0.000 | 0.151 | 0.098 | 0.000 | 0.024 | 0.075 | 1.000 |
Train
Test
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Train
| train_idx | CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 713071383 | 54 | F | 1 | Unknown | Single | Unknown | Blue | 36 | 1 | 3 | 3 | 3723.0 | 1728 | 1995.0 | 0.595 | 8554 | 99 | 0.678 | 0.464 | 1 |
| 1 | 1 | 714246333 | 58 | F | 4 | High School | Married | Unknown | Blue | 48 | 1 | 4 | 3 | 5396.0 | 1803 | 3593.0 | 0.493 | 2107 | 39 | 0.393 | 0.334 | 0 |
| 2 | 2 | 718206783 | 45 | F | 4 | Unknown | Single | Less than $40K | Gold | 36 | 6 | 1 | 3 | 15987.0 | 1648 | 14339.0 | 0.732 | 1436 | 36 | 1.250 | 0.103 | 1 |
| 3 | 3 | 721096983 | 34 | F | 2 | Graduate | Single | Less than $40K | Blue | 36 | 4 | 3 | 4 | 3625.0 | 2517 | 1108.0 | 1.158 | 2616 | 46 | 1.300 | 0.694 | 1 |
| 4 | 4 | 720028683 | 49 | F | 2 | High School | Married | $40K - $60K | Blue | 39 | 5 | 3 | 4 | 2720.0 | 1926 | 794.0 | 0.602 | 3806 | 61 | 0.794 | 0.708 | 1 |
| 5 | 5 | 778942233 | 60 | F | 0 | Doctorate | Married | Less than $40K | Blue | 45 | 5 | 2 | 4 | 1438.3 | 648 | 790.3 | 0.477 | 1267 | 27 | 1.077 | 0.451 | 1 |
| 6 | 6 | 708682908 | 43 | F | 4 | Unknown | Single | Unknown | Blue | 28 | 2 | 2 | 1 | 2838.0 | 1934 | 904.0 | 0.873 | 8644 | 87 | 0.554 | 0.681 | 1 |
| 7 | 7 | 720670458 | 52 | F | 2 | Unknown | Single | $40K - $60K | Blue | 45 | 3 | 1 | 3 | 3476.0 | 1560 | 1916.0 | 0.894 | 3496 | 58 | 0.871 | 0.449 | 1 |
| 8 | 8 | 719952408 | 30 | M | 0 | Graduate | Married | Less than $40K | Blue | 36 | 3 | 3 | 2 | 2550.0 | 1623 | 927.0 | 0.650 | 1870 | 51 | 0.275 | 0.636 | 1 |
| 9 | 9 | 708412758 | 33 | F | 3 | Graduate | Single | Less than $40K | Blue | 36 | 5 | 2 | 3 | 1457.0 | 0 | 1457.0 | 0.677 | 2200 | 45 | 0.364 | 0.000 | 0 |
Test
| CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 719455083 | 48 | F | 3 | Uneducated | Single | Less than $40K | Blue | 39 | 4 | 3 | 4 | 2991.0 | 1508 | 1483.0 | 0.703 | 3734 | 64 | 0.882 | 0.504 |
| 1 | 773503308 | 59 | M | 1 | Uneducated | Single | Less than $40K | Blue | 53 | 5 | 5 | 4 | 2192.0 | 1569 | 623.0 | 0.706 | 4010 | 79 | 0.717 | 0.716 |
| 2 | 715452408 | 37 | F | 2 | Graduate | Divorced | Less than $40K | Blue | 36 | 4 | 3 | 3 | 1734.0 | 987 | 747.0 | 0.879 | 4727 | 67 | 0.914 | 0.569 |
| 3 | 711264033 | 47 | M | 3 | Doctorate | Divorced | $40K - $60K | Blue | 36 | 4 | 2 | 3 | 4786.0 | 1516 | 3270.0 | 0.940 | 4973 | 74 | 0.850 | 0.317 |
| 4 | 718943508 | 42 | M | 3 | Unknown | Single | $80K - $120K | Blue | 33 | 3 | 3 | 2 | 3714.0 | 2170 | 1544.0 | 0.524 | 1454 | 35 | 0.522 | 0.584 |
| 5 | 778247358 | 65 | M | 1 | Graduate | Single | Less than $40K | Blue | 56 | 5 | 3 | 2 | 7636.0 | 0 | 7636.0 | 0.801 | 3880 | 67 | 0.811 | 0.000 |
| 6 | 710431158 | 52 | F | 3 | Unknown | Single | Unknown | Blue | 36 | 3 | 1 | 2 | 10273.0 | 1657 | 8616.0 | 0.710 | 3778 | 70 | 0.591 | 0.161 |
| 7 | 715252383 | 58 | F | 2 | High School | Divorced | Unknown | Gold | 36 | 5 | 4 | 3 | 34516.0 | 1864 | 32652.0 | 0.664 | 3595 | 52 | 0.733 | 0.054 |
| 8 | 717189183 | 35 | M | 1 | Doctorate | Single | $40K - $60K | Blue | 24 | 6 | 3 | 2 | 10467.0 | 1961 | 8506.0 | 0.713 | 2665 | 65 | 0.667 | 0.187 |
| 9 | 712050933 | 48 | M | 4 | College | Married | $80K - $120K | Blue | 32 | 5 | 2 | 3 | 25190.0 | 0 | 25190.0 | 0.467 | 1533 | 41 | 0.323 | 0.000 |
Train
| train_idx | CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8091 | 8091 | 714825408 | 45 | F | 3 | High School | Single | $40K - $60K | Blue | 36 | 2 | 3 | 3 | 2853.0 | 2517 | 336.0 | 0.595 | 4971 | 65 | 0.757 | 0.882 | 1 |
| 8092 | 8092 | 812465958 | 53 | F | 3 | Post-Graduate | Divorced | Unknown | Blue | 48 | 5 | 2 | 2 | 12286.0 | 997 | 11289.0 | 0.726 | 4960 | 83 | 0.729 | 0.081 | 1 |
| 8093 | 8093 | 709274583 | 40 | M | 2 | High School | Married | $120K + | Blue | 27 | 5 | 3 | 1 | 12248.0 | 1323 | 10925.0 | 0.882 | 4806 | 91 | 0.896 | 0.108 | 1 |
| 8094 | 8094 | 708217758 | 63 | M | 2 | Graduate | Married | $60K - $80K | Blue | 49 | 5 | 2 | 3 | 14035.0 | 2061 | 11974.0 | 2.271 | 1606 | 30 | 1.500 | 0.147 | 1 |
| 8095 | 8095 | 718148358 | 50 | F | 3 | High School | Married | Less than $40K | Blue | 36 | 2 | 3 | 3 | 1572.0 | 0 | 1572.0 | 0.740 | 2447 | 41 | 0.577 | 0.000 | 0 |
| 8096 | 8096 | 769053033 | 44 | F | 1 | Graduate | Single | $40K - $60K | Blue | 38 | 3 | 2 | 5 | 4142.0 | 2517 | 1625.0 | 0.809 | 2104 | 44 | 0.833 | 0.608 | 0 |
| 8097 | 8097 | 714406158 | 53 | F | 3 | High School | Divorced | Unknown | Blue | 36 | 4 | 3 | 6 | 7939.0 | 0 | 7939.0 | 0.551 | 2269 | 42 | 0.312 | 0.000 | 0 |
| 8098 | 8098 | 714140133 | 42 | F | 4 | Graduate | Unknown | Less than $40K | Blue | 32 | 3 | 1 | 2 | 2314.0 | 1547 | 767.0 | 0.804 | 4678 | 74 | 1.000 | 0.669 | 1 |
| 8099 | 8099 | 720244983 | 40 | M | 3 | Unknown | Single | $40K - $60K | Blue | 28 | 4 | 1 | 1 | 3563.0 | 1707 | 1856.0 | 0.506 | 1482 | 42 | 0.312 | 0.479 | 1 |
| 8100 | 8100 | 827123883 | 53 | M | 4 | High School | Single | $60K - $80K | Blue | 49 | 5 | 1 | 2 | 3858.0 | 0 | 3858.0 | 0.670 | 4472 | 92 | 0.614 | 0.000 | 1 |
Test
| CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016 | 771292233 | 48 | F | 1 | Unknown | Single | Less than $40K | Blue | 36 | 1 | 1 | 2 | 3918.0 | 813 | 3105.0 | 1.149 | 15867 | 103 | 1.060 | 0.208 |
| 2017 | 715716333 | 62 | F | 0 | High School | Single | Unknown | Blue | 50 | 6 | 2 | 2 | 18819.0 | 0 | 18819.0 | 0.894 | 4273 | 87 | 0.977 | 0.000 |
| 2018 | 781675983 | 59 | F | 0 | Graduate | Married | Less than $40K | Blue | 53 | 4 | 5 | 1 | 3054.0 | 2517 | 537.0 | 1.061 | 4706 | 84 | 0.647 | 0.824 |
| 2019 | 708253458 | 59 | F | 1 | Unknown | Single | Unknown | Blue | 48 | 4 | 2 | 3 | 5528.0 | 1823 | 3705.0 | 0.731 | 4857 | 81 | 0.723 | 0.330 |
| 2020 | 718665033 | 44 | M | 5 | Doctorate | Single | $60K - $80K | Silver | 36 | 2 | 3 | 4 | 34140.0 | 0 | 34140.0 | 0.877 | 8177 | 76 | 0.520 | 0.000 |
| 2021 | 814776033 | 34 | M | 2 | Graduate | Single | $80K - $120K | Blue | 29 | 3 | 1 | 3 | 13395.0 | 1678 | 11717.0 | 1.006 | 2650 | 69 | 0.865 | 0.125 |
| 2022 | 720444408 | 35 | F | 1 | College | Single | Less than $40K | Blue | 25 | 2 | 2 | 4 | 2231.0 | 1791 | 440.0 | 0.820 | 2576 | 42 | 0.750 | 0.803 |
| 2023 | 720503508 | 44 | F | 1 | Uneducated | Divorced | Less than $40K | Blue | 37 | 1 | 2 | 3 | 5594.0 | 1235 | 4359.0 | 0.549 | 5220 | 75 | 0.829 | 0.221 |
| 2024 | 721217283 | 27 | M | 0 | Graduate | Single | $120K + | Blue | 17 | 6 | 2 | 2 | 8713.0 | 1354 | 7359.0 | 0.558 | 2094 | 36 | 0.333 | 0.155 |
| 2025 | 770920908 | 39 | F | 0 | Unknown | Single | $40K - $60K | Silver | 26 | 1 | 1 | 1 | 22054.0 | 1146 | 20908.0 | 0.842 | 8055 | 82 | 0.673 | 0.052 |
Train
| train_idx | CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Attrition_Flag | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||||||||||||||||
Test
| CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||||||||||||||